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Alzheimer’s Garden: Understanding Social Behaviors of Patients with Dementia to Improve Their Quality of Life

This paper aims at understanding the social behavior of people with dementia through the use of technology, specifically by analyzing localization data of patients of an Alzheimer’s assisted care home in Italy. The analysis will allow to promote social relations by enhancing the facility’s spaces an...

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Autores principales: Bellini, Gloria, Cipriano, Marco, De Angeli, Nicola, Gargano, Jacopo Pio, Gianella, Matteo, Goi, Gianluca, Rossi, Gabriele, Masciadri, Andrea, Comai, Sara
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7479800/
http://dx.doi.org/10.1007/978-3-030-58805-2_46
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author Bellini, Gloria
Cipriano, Marco
De Angeli, Nicola
Gargano, Jacopo Pio
Gianella, Matteo
Goi, Gianluca
Rossi, Gabriele
Masciadri, Andrea
Comai, Sara
author_facet Bellini, Gloria
Cipriano, Marco
De Angeli, Nicola
Gargano, Jacopo Pio
Gianella, Matteo
Goi, Gianluca
Rossi, Gabriele
Masciadri, Andrea
Comai, Sara
author_sort Bellini, Gloria
collection PubMed
description This paper aims at understanding the social behavior of people with dementia through the use of technology, specifically by analyzing localization data of patients of an Alzheimer’s assisted care home in Italy. The analysis will allow to promote social relations by enhancing the facility’s spaces and activities, with the ultimate objective of improving residents’ quality of life. To assess social wellness and evaluate the effectiveness of the village areas and activities, this work introduces measures of sociability for both residents and places. Our data analysis is based on classical statistical methods and innovative machine learning techniques. First, we analyze the correlation between relational indicators and factors such as the outdoor temperature and the patients’ movements inside the facility. Then, we use statistical and accessibility analyses to determine the spaces residents appreciate the most and those in need of enhancements. We observe that patients’ sociability is strongly related to the considered factors. From our analysis, outdoor areas result less frequented and need spatial redesign to promote accessibility and attendance among patients. The data awareness obtained from our analysis will also be of great help to caregivers, doctors, and psychologists to enhance assisted care home social activities, adjust patient-specific treatments, and deepen the comprehension of the disease.
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spelling pubmed-74798002020-09-09 Alzheimer’s Garden: Understanding Social Behaviors of Patients with Dementia to Improve Their Quality of Life Bellini, Gloria Cipriano, Marco De Angeli, Nicola Gargano, Jacopo Pio Gianella, Matteo Goi, Gianluca Rossi, Gabriele Masciadri, Andrea Comai, Sara Computers Helping People with Special Needs Article This paper aims at understanding the social behavior of people with dementia through the use of technology, specifically by analyzing localization data of patients of an Alzheimer’s assisted care home in Italy. The analysis will allow to promote social relations by enhancing the facility’s spaces and activities, with the ultimate objective of improving residents’ quality of life. To assess social wellness and evaluate the effectiveness of the village areas and activities, this work introduces measures of sociability for both residents and places. Our data analysis is based on classical statistical methods and innovative machine learning techniques. First, we analyze the correlation between relational indicators and factors such as the outdoor temperature and the patients’ movements inside the facility. Then, we use statistical and accessibility analyses to determine the spaces residents appreciate the most and those in need of enhancements. We observe that patients’ sociability is strongly related to the considered factors. From our analysis, outdoor areas result less frequented and need spatial redesign to promote accessibility and attendance among patients. The data awareness obtained from our analysis will also be of great help to caregivers, doctors, and psychologists to enhance assisted care home social activities, adjust patient-specific treatments, and deepen the comprehension of the disease. 2020-08-12 /pmc/articles/PMC7479800/ http://dx.doi.org/10.1007/978-3-030-58805-2_46 Text en © The Author(s) 2020 Open Access This chapter is licensed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence and indicate if changes were made. The images or other third party material in this chapter are included in the chapter's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the chapter's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder.
spellingShingle Article
Bellini, Gloria
Cipriano, Marco
De Angeli, Nicola
Gargano, Jacopo Pio
Gianella, Matteo
Goi, Gianluca
Rossi, Gabriele
Masciadri, Andrea
Comai, Sara
Alzheimer’s Garden: Understanding Social Behaviors of Patients with Dementia to Improve Their Quality of Life
title Alzheimer’s Garden: Understanding Social Behaviors of Patients with Dementia to Improve Their Quality of Life
title_full Alzheimer’s Garden: Understanding Social Behaviors of Patients with Dementia to Improve Their Quality of Life
title_fullStr Alzheimer’s Garden: Understanding Social Behaviors of Patients with Dementia to Improve Their Quality of Life
title_full_unstemmed Alzheimer’s Garden: Understanding Social Behaviors of Patients with Dementia to Improve Their Quality of Life
title_short Alzheimer’s Garden: Understanding Social Behaviors of Patients with Dementia to Improve Their Quality of Life
title_sort alzheimer’s garden: understanding social behaviors of patients with dementia to improve their quality of life
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7479800/
http://dx.doi.org/10.1007/978-3-030-58805-2_46
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